Akanit Kwangkaew, Virach Sornlertlamvanich, I. Kumazawa, S. Skolthanarat
{"title":"ANN approach for predicting economic trends based on electric energy consumption during natural disaster period","authors":"Akanit Kwangkaew, Virach Sornlertlamvanich, I. Kumazawa, S. Skolthanarat","doi":"10.1109/KICSS.2016.7951405","DOIUrl":"https://doi.org/10.1109/KICSS.2016.7951405","url":null,"abstract":"Economy trend (eco-trend) is the most important factor for developing the country. Unfortunately, various inevitable and unpredictable factor causes an effect on economic trend while the Natural Disaster period happened. The fluctuation of the trend is then occurred and make it more difficult to forecast. According to this research, the analysing method of the eco-trends prediction was represented by stock prices prediction and use the datasets of some industrials sector which mainly uses electricity for production. Then we found that the stock prices can be predicted more precisely after increasing electric energy consumption to be input features taking by using Artificial Neural Network. However, the result of the prediction is precisely in the normal period only. Therefore to analyse the prediction occurring in natural disaster period (the flood of Thailand 2011), the crosschecking method is considered. Finally, For the performance comparison of experiment results, the least mean squares (LMS) and root mean squared error (RMSE) are used. Finally the results of this research, they not only show how power consumption makes the results of stock prediction are more precise, but also provide the time-delay that is the indicator of the economic trends changing and can then explain the behaviour of the industrial segment in the natural disaster period.","PeriodicalId":148221,"journal":{"name":"2016 11th International Conference on Knowledge, Information and Creativity Support Systems (KICSS)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116919888","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Toshihiro Uchibayashi, M. Hiji, T. Suganuma, Y. Hashi, Seira Hidano
{"title":"Proposed data audit system enhances use in accordance with the data owner's policy","authors":"Toshihiro Uchibayashi, M. Hiji, T. Suganuma, Y. Hashi, Seira Hidano","doi":"10.1109/KICSS.2016.7951439","DOIUrl":"https://doi.org/10.1109/KICSS.2016.7951439","url":null,"abstract":"This article presents a data audit system, which confirms that proper use of data is performed on the iKaaS platform (intelligent Knowledge as a Service) platform. The proposed data audit system can alleviate ambiguous anxiety of data owner about unauthorized use by providing measures to understand that illegal use of data cannot occur. This achievement is expected to support the construction of the data use environment and encourage the discovery of novel knowledge.","PeriodicalId":148221,"journal":{"name":"2016 11th International Conference on Knowledge, Information and Creativity Support Systems (KICSS)","volume":"89 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127024209","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Design of analytical hierarchy process (AHP) for teaching and learning","authors":"T. R. Sahroni, H. Ariff","doi":"10.1109/KICSS.2016.7951412","DOIUrl":"https://doi.org/10.1109/KICSS.2016.7951412","url":null,"abstract":"This paper presents the design of analytical hierarchy process for teaching and learning in Institutional of Higher Learning (IHL). Determining the appropriate teaching and learning tool is an essential decision in education system. There are many teaching and learning tools have been developed to assist lecturers for teaching and delivering materials in the class. The appropriate use of tools is important that allows interaction between lecturers and students. Therefore, the appropriate tool in teaching and learning must be determined and the method than can be employed is analytical hierarchy process (AHP). In order to illustrate the application of AHP, there are 5 main factors and 15 sub-factors that determine the decision of tools. In this study, there were 4 decision options were considered namely u-learn system, BlogSpot, Facebook and email. The results showed that U-learn approach is the most appropriate tool as it has the highest value (36.4%) among the other tools. Thus, this paper presents the design of analytical hierarchy process as a methodology for selecting the appropriate teaching and learning tools.","PeriodicalId":148221,"journal":{"name":"2016 11th International Conference on Knowledge, Information and Creativity Support Systems (KICSS)","volume":"294 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131173943","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Indrajani, Y. Heryadi, L. A. Wulandhari, B. S. Abbas
{"title":"Recognizing debit card fraud transaction using CHAID and K-nearest neighbor: Indonesian Bank case","authors":"Indrajani, Y. Heryadi, L. A. Wulandhari, B. S. Abbas","doi":"10.1109/KICSS.2016.7951441","DOIUrl":"https://doi.org/10.1109/KICSS.2016.7951441","url":null,"abstract":"This paper presents a preliminary study on debit card fraud transaction recognition, whose cards are issued by Indonesian bank, based on actual ATM transaction records. The premise of this research is fraudulent transaction contains ‘anomaly’ from the pattern of non-fraudulent transactions so that the anomalous pattern can be detected and separated at some point using classification models. Less availability dataset for research, non-stationary distribution of the data, highly imbalanced class distributions, and continuous streams of transactions become the main driven of using CHAID and k-NN classification method. Empiric result using actual debit card transaction using ATM services shows that Accuracy of CHAID model is 0.8 and F = 0.7; and k-NN model (for k=3) is 0.7 and F = 0.6 These results are comparable to previous studies using Hidden Markov Models.","PeriodicalId":148221,"journal":{"name":"2016 11th International Conference on Knowledge, Information and Creativity Support Systems (KICSS)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133485728","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Titie Panyajamorn, Y. Kohda, Pornpimol Chongphaisal, T. Supnithi
{"title":"The effectiveness and suitability of MOOCs hybrid learning: A case study of public schools in Thai rural area","authors":"Titie Panyajamorn, Y. Kohda, Pornpimol Chongphaisal, T. Supnithi","doi":"10.1109/KICSS.2016.7951449","DOIUrl":"https://doi.org/10.1109/KICSS.2016.7951449","url":null,"abstract":"In education sector, teaching style has been adapted to the online content platform. Student do not have to travel a long distance to attend classes. Moreover, MOOCs (Massive Online Open Courses) and flipped learning become high potential tools to support student learning process. These e-learning tools have been designed for education leading countries based on individual students' learning style. It is quite difficult to apply for other countries. In Thailand, There are insufficient number of teachers in the rural schools and teachers have to teach a lot of subjects both experienced and inexperienced subjects. This paper proposes a new design of MOOCs hybrid learning model which is suitable and effective for rural areas students and by analyzing the important features and identify the factor which have influence on student ability. From the result, MOOCs hybrid learning model was effective for rural students. They show the overall perspective of improvement in the learning process. This pattern can use with all age and even with students who have not had e-learning experience before. GPAX, discussion in forum, peer tutoring instructor factor, course factor, design factor, and focus group (JiTT) has a significant effect on score improvement.","PeriodicalId":148221,"journal":{"name":"2016 11th International Conference on Knowledge, Information and Creativity Support Systems (KICSS)","volume":"40 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129519023","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The relationship between the high usage of mobile chatting with M-commerce progress: A case of Indonesia","authors":"Jonathan Weiyn, T. A. Napitupulu, Harisno","doi":"10.1109/KICSS.2016.7951450","DOIUrl":"https://doi.org/10.1109/KICSS.2016.7951450","url":null,"abstract":"The rapid advancement of information technology in today's digital era has made major changes and developments in shopping experience. Shopping online is a new trend of the market today in line with the development of technology. Mobile commerce is a new method of online shopping where purchasers can conduct transactions and direct purchase from a commerce portal through their handset. The purpose of this study is to discover why the large level of use of chat applications is not directly proportional to the growth of m-commerce in Indonesia. This study was empirical whereby questionnaires were distributed to mobile phone users who also use the chat application therein. The data collected in were further processed using regression model and with the help of SPSS application program. The results of this study indicated that IT infrastructure, level of people knowledge, and level of trust are the major factors that need to be considered and taken into account to develop an m-commerce-based effort by entrepreneurs and businesses Indonesia.","PeriodicalId":148221,"journal":{"name":"2016 11th International Conference on Knowledge, Information and Creativity Support Systems (KICSS)","volume":"52 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122845816","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Internet of things for sleep quality monitoring system: A survey","authors":"N. Surantha, Gede Putra Kusuma Negara, S. M. Isa","doi":"10.1109/KICSS.2016.7951426","DOIUrl":"https://doi.org/10.1109/KICSS.2016.7951426","url":null,"abstract":"Sleep quality is an important factor for human physical and mental health, day-time performance, and safety. Sufficient sleep quality can reduce risk of chronic disease and mental depression. Sleep helps brain to work properly that can improve productivity and prevent accident because of falling asleep. In order to analyze the sleep quality, reliable continuous monitoring system is required. The emergence of internet-of-things technology has provided a promising opportunity to build a reliable sleep quality monitoring system by leveraging the rapid improvement of sensor and mobile technology. This paper presents the literature study about internet of things for sleep quality monitoring systems. The study is started from the review of sleep quality problem, the importance of sleep quality monitoring, the enabling internet of things technology, and the open issues in this field. Finally, our future research plan for sleep apnea monitoring is presented.","PeriodicalId":148221,"journal":{"name":"2016 11th International Conference on Knowledge, Information and Creativity Support Systems (KICSS)","volume":"87 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133145683","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Karto Iskandar, Noprianto, B. S. Abbas, B. Soewito, R. Kosala
{"title":"Two-Way ANOVA with interaction approach to compare content creation speed performance in knowledge management system","authors":"Karto Iskandar, Noprianto, B. S. Abbas, B. Soewito, R. Kosala","doi":"10.1109/KICSS.2016.7951453","DOIUrl":"https://doi.org/10.1109/KICSS.2016.7951453","url":null,"abstract":"Speed performance is important in the process of creating content on the Knowledge Management System. Bina Nusantara (BINUS) University has implemented Knowledge Management System (KMS) since 2002. This study examined the speed performance of content creation in four modules of BINUS University KMS: Documents, Video, Material, and Binuspedia. The examined to get mean value of speed performance was conducted in 3 location campuses of BINUS University: Anggrek Campus, Syahdan Campus and Alam Sutera Campus, each was done with five repetition. The speed performance was analyzed using Two-way ANOVA with interaction approach. According to the experiment results, F calculated for module is greater than F table, F calculated for campus is less than F table and F calculated for interaction is less than F table. Thus, the conclusions are: (1) there are differences in the average value of speed performance for each module, (2) there is no difference in the average value of speed performance for each campus, and (3) there is no interaction between campuses and modules on the speed performance.","PeriodicalId":148221,"journal":{"name":"2016 11th International Conference on Knowledge, Information and Creativity Support Systems (KICSS)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134096374","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Difficulty of words and their ambiguity estimated from the result of word sense disambiguation","authors":"Takahiko Suzuki, Koki Miyata, S. Hirokawa","doi":"10.1109/KICSS.2016.7951414","DOIUrl":"https://doi.org/10.1109/KICSS.2016.7951414","url":null,"abstract":"When learning a new word in language learning, there are two problems. One is how difficult the word itself is. The second is, in what kind of situation, it will be used. There is a research that defined quantitative ambiguity of words based on the structure of WordNet, then investigated the relationship between the ambiguity and the difficulty level of words. In this paper, we re-define ambiguity of word occurrences in text by using the result of word sense disambiguation technique. We analyze the relationship between the ambiguity of words and their difficulty level. We compare the result with those in the previous research. Utilizing knowledge and training data affect the relationship between the difficulty and ambiguity of words.","PeriodicalId":148221,"journal":{"name":"2016 11th International Conference on Knowledge, Information and Creativity Support Systems (KICSS)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125111600","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Knowledge management system development at PT Bussan Auto Finance","authors":"Achmad Yudho Prasetyo, Harisno","doi":"10.1109/KICSS.2016.7951429","DOIUrl":"https://doi.org/10.1109/KICSS.2016.7951429","url":null,"abstract":"The research analyzed the existing infrastructure, designed and developed KMS required by company, designed KMS application prototype as a media to document knowledge and facility supporting a knowledge sharing culture at PT Bussan Auto Finance, as well as cultural organization and the main component of KM. Analysis of the process was done to determine business processes run on the main division. Analysis applied 7 first steps method defined by Tiwana in doing KMS application prototype. Data were obtained by observation, interviews with the division head, and distributing questioners that concerned with organizational culture, components of KM analysis, and prototype design evaluation. It can be concluded that the design of KMS prototype produces five modules such as, Document Library, Blog, Discussion Forum, Knowledge Base, and Helpdesk. The result of prototype evaluation indicates the value gains 37.14, it shows effective value that is above average, therefore, the design of the prototype KMS application has been able to meet for 74.29% of the purpose and benefits of the prototype. The prototype of KMS application needs a continuous improvement coordinated by the company's managers.","PeriodicalId":148221,"journal":{"name":"2016 11th International Conference on Knowledge, Information and Creativity Support Systems (KICSS)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131022449","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}